Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	96298
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	451
Duplicate rows (%)	0.5%
Total size in memory	18.4 MiB
Average record size in memory	200.0 B

Variable types

Numeric	21
Categorical	3

Warnings

Dataset has 451 (0.5%) duplicate rows	Duplicates
`SEQUENCE_NO` is highly correlated with `Y2`	High correlation
`ENTRY` is highly correlated with `REVENUE` and 3 other fields	High correlation
`REVENUE` is highly correlated with `ENTRY` and 3 other fields	High correlation
`WINNINGS_1` is highly correlated with `ENTRY` and 2 other fields	High correlation
`DISCOUNT` is highly correlated with `ENTRY` and 3 other fields	High correlation
`DEPOSIT` is highly correlated with `ENTRY` and 4 other fields	High correlation
`DEPOSIT_2` is highly correlated with `DISCOUNT` and 1 other fields	High correlation
`WITHDRAW` is highly correlated with `WITHDRAW_NUMBER`	High correlation
`WITHDRAW_NUMBER` is highly correlated with `WITHDRAW`	High correlation
`ENTRY_NUMBER` is highly correlated with `WINNINGS_NUMBER`	High correlation
`WINNINGS_NUMBER` is highly correlated with `ENTRY_NUMBER`	High correlation
`PRACTICE_ENTRY` is highly correlated with `PRACTICE_WINNINGS` and 2 other fields	High correlation
`PRACTICE_WINNINGS` is highly correlated with `PRACTICE_ENTRY` and 2 other fields	High correlation
`PRACTICE_ENTRY_NUMBER` is highly correlated with `PRACTICE_ENTRY` and 2 other fields	High correlation
`PRACTICE_WINNINGS_NUMBER` is highly correlated with `PRACTICE_ENTRY` and 2 other fields	High correlation
`Y2` is highly correlated with `SEQUENCE_NO`	High correlation
`SEQUENCE_NO` is highly correlated with `WINNINGS_2` and 3 other fields	High correlation
`ENTRY` is highly correlated with `REVENUE` and 6 other fields	High correlation
`REVENUE` is highly correlated with `ENTRY` and 6 other fields	High correlation
`WINNINGS_1` is highly correlated with `ENTRY` and 5 other fields	High correlation
`WINNINGS_2` is highly correlated with `SEQUENCE_NO`	High correlation
`DISCOUNT` is highly correlated with `ENTRY` and 2 other fields	High correlation
`DEPOSIT` is highly correlated with `ENTRY` and 3 other fields	High correlation
`DEPOSIT_NUMBER` is highly correlated with `DEPOSIT`	High correlation
`DEPOSIT_2` is highly correlated with `SEQUENCE_NO` and 2 other fields	High correlation
`WITHDRAW` is highly correlated with `WITHDRAW_NUMBER`	High correlation
`WITHDRAW_NUMBER` is highly correlated with `WITHDRAW`	High correlation
`ENTRY_NUMBER` is highly correlated with `ENTRY` and 3 other fields	High correlation
`WINNINGS_NUMBER` is highly correlated with `ENTRY` and 3 other fields	High correlation
`PRACTICE_ENTRY` is highly correlated with `PRACTICE_WINNINGS` and 2 other fields	High correlation
`PRACTICE_WINNINGS` is highly correlated with `PRACTICE_ENTRY` and 2 other fields	High correlation
`PRACTICE_ENTRY_NUMBER` is highly correlated with `PRACTICE_ENTRY` and 2 other fields	High correlation
`PRACTICE_WINNINGS_NUMBER` is highly correlated with `PRACTICE_ENTRY` and 2 other fields	High correlation
`Y1` is highly correlated with `SEQUENCE_NO` and 4 other fields	High correlation
`Y2` is highly correlated with `SEQUENCE_NO` and 2 other fields	High correlation
`SEQUENCE_NO` is highly correlated with `DEPOSIT_2` and 1 other fields	High correlation
`ENTRY` is highly correlated with `REVENUE` and 2 other fields	High correlation
`REVENUE` is highly correlated with `ENTRY` and 2 other fields	High correlation
`WINNINGS_1` is highly correlated with `ENTRY` and 1 other fields	High correlation
`DEPOSIT` is highly correlated with `ENTRY` and 2 other fields	High correlation
`DEPOSIT_NUMBER` is highly correlated with `DEPOSIT`	High correlation
`DEPOSIT_2` is highly correlated with `SEQUENCE_NO`	High correlation
`WITHDRAW` is highly correlated with `WITHDRAW_NUMBER`	High correlation
`WITHDRAW_NUMBER` is highly correlated with `WITHDRAW`	High correlation
`ENTRY_NUMBER` is highly correlated with `WINNINGS_NUMBER`	High correlation
`WINNINGS_NUMBER` is highly correlated with `ENTRY_NUMBER`	High correlation
`PRACTICE_ENTRY` is highly correlated with `PRACTICE_WINNINGS` and 2 other fields	High correlation
`PRACTICE_WINNINGS` is highly correlated with `PRACTICE_ENTRY` and 2 other fields	High correlation
`PRACTICE_ENTRY_NUMBER` is highly correlated with `PRACTICE_ENTRY` and 2 other fields	High correlation
`PRACTICE_WINNINGS_NUMBER` is highly correlated with `PRACTICE_ENTRY` and 2 other fields	High correlation
`Y1` is highly correlated with `Y2`	High correlation
`Y2` is highly correlated with `SEQUENCE_NO` and 1 other fields	High correlation
`DEPOSIT` is highly correlated with `Y1` and 3 other fields	High correlation
`PRACTICE_ENTRY_NUMBER` is highly correlated with `PRACTICE_WINNINGS_NUMBER` and 2 other fields	High correlation
`Y1` is highly correlated with `DEPOSIT` and 1 other fields	High correlation
`DISCOUNT` is highly correlated with `DEPOSIT_2`	High correlation
`PRACTICE_WINNINGS_NUMBER` is highly correlated with `PRACTICE_ENTRY_NUMBER` and 1 other fields	High correlation
`PRACTICE_ENTRY` is highly correlated with `PRACTICE_ENTRY_NUMBER` and 2 other fields	High correlation
`WINNINGS_1` is highly correlated with `REVENUE` and 2 other fields	High correlation
`REVENUE` is highly correlated with `DEPOSIT` and 4 other fields	High correlation
`DEPOSIT_2` is highly correlated with `DEPOSIT` and 1 other fields	High correlation
`STATUS_CHECK` is highly correlated with `Y2` and 1 other fields	High correlation
`WINNINGS_NUMBER` is highly correlated with `ENTRY_NUMBER`	High correlation
`ENTRY` is highly correlated with `WINNINGS_1` and 1 other fields	High correlation
`Y2` is highly correlated with `STATUS_CHECK` and 1 other fields	High correlation
`WITHDRAW` is highly correlated with `DEPOSIT` and 1 other fields	High correlation
`WITHDRAW_NUMBER` is highly correlated with `WITHDRAW`	High correlation
`SEQUENCE_NO` is highly correlated with `STATUS_CHECK` and 1 other fields	High correlation
`PRACTICE_WINNINGS` is highly correlated with `PRACTICE_ENTRY_NUMBER` and 1 other fields	High correlation
`ENTRY_NUMBER` is highly correlated with `WINNINGS_1` and 2 other fields	High correlation
`ENTRY` is highly skewed (γ1 = 20.84096938)	Skewed
`WINNINGS_1` is highly skewed (γ1 = 21.18369333)	Skewed
`WINNINGS_2` is highly skewed (γ1 = 38.97154544)	Skewed
`WITHDRAW` is highly skewed (γ1 = 22.97651183)	Skewed
`PRACTICE_ENTRY` is highly skewed (γ1 = 25.20468873)	Skewed
`PRACTICE_WINNINGS` is highly skewed (γ1 = 28.30539502)	Skewed
`PRACTICE_WINNINGS_NUMBER` is highly skewed (γ1 = 20.13494762)	Skewed
`Y1` is highly skewed (γ1 = 23.77190203)	Skewed
`ENTRY` has 3166 (3.3%) zeros	Zeros
`REVENUE` has 3205 (3.3%) zeros	Zeros
`WINNINGS_1` has 9585 (10.0%) zeros	Zeros
`WINNINGS_2` has 73109 (75.9%) zeros	Zeros
`DISCOUNT` has 24642 (25.6%) zeros	Zeros
`WITHDRAW` has 87477 (90.8%) zeros	Zeros
`WITHDRAW_NUMBER` has 87477 (90.8%) zeros	Zeros
`DEPOSIT_TRAILS` has 32090 (33.3%) zeros	Zeros
`ENTRY_NUMBER` has 3127 (3.2%) zeros	Zeros
`WINNINGS_NUMBER` has 9585 (10.0%) zeros	Zeros
`PRACTICE_ENTRY` has 86672 (90.0%) zeros	Zeros
`PRACTICE_WINNINGS` has 88830 (92.2%) zeros	Zeros
`PRACTICE_ENTRY_NUMBER` has 86672 (90.0%) zeros	Zeros
`PRACTICE_WINNINGS_NUMBER` has 88830 (92.2%) zeros	Zeros
`Y2` has 2618 (2.7%) zeros	Zeros

Reproduction

Analysis started	2021-09-03 14:04:04.339916
Analysis finished	2021-09-03 14:06:09.636274
Duration	2 minutes and 5.3 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

SEQUENCE_NO
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	30
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.973841617

Minimum	1
Maximum	15.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	5.5
Q3	12
95-th percentile	15.5
Maximum	15.5
Range	14.5
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	5.13986149
Coefficient of variation (CV)	0.7370201063
Kurtosis	-1.345103422
Mean	6.973841617
Median Absolute Deviation (MAD)	4
Skewness	0.4135264844
Sum	671567
Variance	26.41817613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
1	9687	10.1%
1.5	9282	9.6%
15.5	7667	8.0%
2	6404	6.7%
2.5	5170	5.4%
3	4355	4.5%
3.5	3677	3.8%
15	3677	3.8%
4	3128	3.2%
14.5	2906	3.0%
Other values (20)	40345	41.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	9687	10.1%
1.5	9282	9.6%
2	6404	6.7%
2.5	5170	5.4%
3	4355	4.5%
3.5	3677	3.8%
4	3128	3.2%
4.5	2843	3.0%
5	2508	2.6%
5.5	2258	2.3%

Value	Count	Frequency (%)
15.5	7667	8.0%
15	3677	3.8%
14.5	2906	3.0%
14	2472	2.6%
13.5	2267	2.4%
13	1934	2.0%
12.5	1938	2.0%
12	1885	2.0%
11.5	1761	1.8%
11	1797	1.9%

STATUS_CHECK
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	69369
1	26929

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	96298
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	69369	72.0%
1	26929	28.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	69369	72.0%
1	26929	28.0%

Most occurring characters

Value	Count	Frequency (%)
0	69369	72.0%
1	26929	28.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	96298	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	69369	72.0%
1	26929	28.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	96298	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	69369	72.0%
1	26929	28.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	96298	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	69369	72.0%
1	26929	28.0%

CATEGORY_1
Categorical

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

B	50384
K	22972
C	7623
A	6890
M	6125
Other values (5)	2304

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	96298
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	M
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
B	50384	52.3%
K	22972	23.9%
C	7623	7.9%
A	6890	7.2%
M	6125	6.4%
G	1370	1.4%
J	535	0.6%
F	137	0.1%
I	132	0.1%
L	130	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
b	50384	52.3%
k	22972	23.9%
c	7623	7.9%
a	6890	7.2%
m	6125	6.4%
g	1370	1.4%
j	535	0.6%
f	137	0.1%
i	132	0.1%
l	130	0.1%

Most occurring characters

Value	Count	Frequency (%)
B	50384	52.3%
K	22972	23.9%
C	7623	7.9%
A	6890	7.2%
M	6125	6.4%
G	1370	1.4%
J	535	0.6%
F	137	0.1%
I	132	0.1%
L	130	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	96298	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	50384	52.3%
K	22972	23.9%
C	7623	7.9%
A	6890	7.2%
M	6125	6.4%
G	1370	1.4%
J	535	0.6%
F	137	0.1%
I	132	0.1%
L	130	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	96298	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	50384	52.3%
K	22972	23.9%
C	7623	7.9%
A	6890	7.2%
M	6125	6.4%
G	1370	1.4%
J	535	0.6%
F	137	0.1%
I	132	0.1%
L	130	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	96298	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	50384	52.3%
K	22972	23.9%
C	7623	7.9%
A	6890	7.2%
M	6125	6.4%
G	1370	1.4%
J	535	0.6%
F	137	0.1%
I	132	0.1%
L	130	0.1%

CATEGORY_2
Categorical

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

I	52281
D	18367
A	10289
B	10204
F	1671
Other values (4)	3486

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	96298
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B
2nd row	I
3rd row	D
4th row	E
5th row	I

Common Values

Value	Count	Frequency (%)
I	52281	54.3%
D	18367	19.1%
A	10289	10.7%
B	10204	10.6%
F	1671	1.7%
C	1527	1.6%
E	750	0.8%
H	715	0.7%
G	494	0.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
i	52281	54.3%
d	18367	19.1%
a	10289	10.7%
b	10204	10.6%
f	1671	1.7%
c	1527	1.6%
e	750	0.8%
h	715	0.7%
g	494	0.5%

Most occurring characters

Value	Count	Frequency (%)
I	52281	54.3%
D	18367	19.1%
A	10289	10.7%
B	10204	10.6%
F	1671	1.7%
C	1527	1.6%
E	750	0.8%
H	715	0.7%
G	494	0.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	96298	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	52281	54.3%
D	18367	19.1%
A	10289	10.7%
B	10204	10.6%
F	1671	1.7%
C	1527	1.6%
E	750	0.8%
H	715	0.7%
G	494	0.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	96298	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	52281	54.3%
D	18367	19.1%
A	10289	10.7%
B	10204	10.6%
F	1671	1.7%
C	1527	1.6%
E	750	0.8%
H	715	0.7%
G	494	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	96298	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	52281	54.3%
D	18367	19.1%
A	10289	10.7%
B	10204	10.6%
F	1671	1.7%
C	1527	1.6%
E	750	0.8%
H	715	0.7%
G	494	0.5%

ACTIVE_YN
Real number (ℝ_≥0)

Distinct	181
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9827583229

Minimum	0
Maximum	1
Zeros	55
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0.8888888889
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.06864449807
Coefficient of variation (CV)	0.06984880867
Kurtosis	53.95337064
Mean	0.9827583229
Median Absolute Deviation (MAD)	0
Skewness	-6.388903264
Sum	94637.66098
Variance	0.004712067115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	84871	88.1%
0.5	567	0.6%
0.6666666667	548	0.6%
0.75	546	0.6%
0.8	533	0.6%
0.8333333333	531	0.6%
0.8571428571	442	0.5%
0.8888888889	404	0.4%
0.875	400	0.4%
0.9	372	0.4%
Other values (171)	7084	7.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	55	0.1%
0.03846153846	1	< 0.1%
0.07142857143	1	< 0.1%
0.08333333333	1	< 0.1%
0.1052631579	1	< 0.1%
0.1153846154	1	< 0.1%
0.1363636364	1	< 0.1%
0.1379310345	1	< 0.1%
0.1538461538	1	< 0.1%
0.16	1	< 0.1%

Value	Count	Frequency (%)
1	84871	88.1%
0.9666666667	357	0.4%
0.9655172414	300	0.3%
0.9642857143	318	0.3%
0.962962963	296	0.3%
0.9615384615	296	0.3%
0.96	243	0.3%
0.9583333333	255	0.3%
0.9565217391	264	0.3%
0.9545454545	269	0.3%

ENTRY
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	79510
Distinct (%)	82.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.486250127

Minimum	0
Maximum	1490.136556
Zeros	3166
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0.03571428571
Q1	0.2728682165
median	0.7832493056
Q3	2.530480278
95-th percentile	18.74637181
Maximum	1490.136556
Range	1490.136556
Interquartile range (IQR)	2.257612061

Descriptive statistics

Standard deviation	17.58659643
Coefficient of variation (CV)	3.920110545
Kurtosis	998.4824732
Mean	4.486250127
Median Absolute Deviation (MAD)	0.6428825917
Skewness	20.84096938
Sum	432016.9148
Variance	309.2883741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3166	3.3%
0.25	1073	1.1%
0.125	605	0.6%
0.5	531	0.6%
1	276	0.3%
0.375	187	0.2%
0.08333333333	186	0.2%
0.75	137	0.1%
0.0625	132	0.1%
0.1666666667	121	0.1%
Other values (79500)	89884	93.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3166	3.3%
7.5 × 10^-5	1	< 0.1%
0.00012	1	< 0.1%
0.0004166666667	2	< 0.1%
0.00055	2	< 0.1%
0.000583335	1	< 0.1%
0.0005857142857	1	< 0.1%
0.0005882352941	1	< 0.1%
0.0007609375	1	< 0.1%
0.000775	1	< 0.1%

Value	Count	Frequency (%)
1490.136556	1	< 0.1%
1117.429458	1	< 0.1%
980.7372583	1	< 0.1%
715.3625	1	< 0.1%
583.940125	1	< 0.1%
583.25	1	< 0.1%
571.845175	1	< 0.1%
570	1	< 0.1%
563.8947333	1	< 0.1%
561.4227407	1	< 0.1%

REVENUE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	82954
Distinct (%)	86.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5019055

Minimum	0
Maximum	119.3497778
Zeros	3205
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0.00375
Q1	0.03599385458
median	0.1048052355
Q3	0.3287343676
95-th percentile	2.107532785
Maximum	119.3497778
Range	119.3497778
Interquartile range (IQR)	0.292740513

Descriptive statistics

Standard deviation	1.726351421
Coefficient of variation (CV)	3.439594547
Kurtosis	677.5773057
Mean	0.5019055
Median Absolute Deviation (MAD)	0.086442541
Skewness	17.35518308
Sum	48332.49584
Variance	2.980289228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3205	3.3%
0.04	767	0.8%
0.02	403	0.4%
0.075	230	0.2%
0.15	198	0.2%
0.08	191	0.2%
0.0375	171	0.2%
0.01875	161	0.2%
0.0075	154	0.2%
0.00375	125	0.1%
Other values (82944)	90693	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3205	3.3%
8.333333333 × 10^-6	1	< 0.1%
1.75 × 10^-5	1	< 0.1%
2.5 × 10^-5	2	< 0.1%
2.916666667 × 10^-5	1	< 0.1%
3.529411765 × 10^-5	1	< 0.1%
3.764705882 × 10^-5	1	< 0.1%
4.642857143 × 10^-5	1	< 0.1%
5 × 10^-5	1	< 0.1%
5.625 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
119.3497778	1	< 0.1%
110.7633583	1	< 0.1%
85.905	1	< 0.1%
78.57639601	1	< 0.1%
70.16916666	1	< 0.1%
68.4	1	< 0.1%
50.9464875	1	< 0.1%
49.23097499	1	< 0.1%
48.17120834	1	< 0.1%
47.39925619	1	< 0.1%

WINNINGS_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	77024
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.344695599

Minimum	0
Maximum	1115.266667
Zeros	9585
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1068535714
median	0.4685094231
Q3	1.720490625
95-th percentile	13.8535585
Maximum	1115.266667
Range	1115.266667
Interquartile range (IQR)	1.613637054

Descriptive statistics

Standard deviation	14.34229054
Coefficient of variation (CV)	4.288070503
Kurtosis	963.6838297
Mean	3.344695599
Median Absolute Deviation (MAD)	0.4481594231
Skewness	21.18369333
Sum	322087.4968
Variance	205.7012979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9585	10.0%
0.0425	417	0.4%
0.085	289	0.3%
0.02125	252	0.3%
0.0022	199	0.2%
0.1275	160	0.2%
0.0044	132	0.1%
0.01416666667	122	0.1%
0.06375	118	0.1%
0.315	115	0.1%
Other values (77014)	84909	88.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9585	10.0%
7.586206897 × 10^-5	1	< 0.1%
7.708333333 × 10^-5	1	< 0.1%
9.5 × 10^-5	1	< 0.1%
0.0001	2	< 0.1%
0.000115625	1	< 0.1%
0.0001222222222	1	< 0.1%
0.0001261904762	1	< 0.1%
0.0001375	1	< 0.1%
0.00015	2	< 0.1%

Value	Count	Frequency (%)
1115.266667	1	< 0.1%
989.59555	1	< 0.1%
815.1685417	1	< 0.1%
698.31	1	< 0.1%
545.60005	1	< 0.1%
539.45665	1	< 0.1%
475.00875	1	< 0.1%
469.295025	1	< 0.1%
466.397037	1	< 0.1%
426.93689	1	< 0.1%

WINNINGS_2
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	12221
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02398006378

Minimum	0
Maximum	17.87674167
Zeros	73109
Zeros (%)	75.9%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.1039450517
Maximum	17.87674167
Range	17.87674167
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1699337657
Coefficient of variation (CV)	7.086460119
Kurtosis	2540.298662
Mean	0.02398006378
Median Absolute Deviation (MAD)	0
Skewness	38.97154544
Sum	2309.232182
Variance	0.02887748471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	73109	75.9%
0.025	146	0.2%
0.01666666667	134	0.1%
0.008333333333	127	0.1%
0.0625	115	0.1%
0.04166666667	108	0.1%
0.0125	106	0.1%
0.005	106	0.1%
0.02083333333	106	0.1%
0.01785714286	95	0.1%
Other values (12211)	22146	23.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	73109	75.9%
6.166666667 × 10^-5	6	< 0.1%
6.379310345 × 10^-5	4	< 0.1%
6.607142857 × 10^-5	7	< 0.1%
6.851851852 × 10^-5	7	< 0.1%
7.115384615 × 10^-5	4	< 0.1%
7.4 × 10^-5	5	< 0.1%
7.708333333 × 10^-5	5	< 0.1%
8.043478261 × 10^-5	4	< 0.1%
8.409090909 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
17.87674167	1	< 0.1%
12.09296	1	< 0.1%
11.6415	1	< 0.1%
10.60372333	1	< 0.1%
10.01916667	1	< 0.1%
8.398333333	1	< 0.1%
8.3354875	1	< 0.1%
8.168125	1	< 0.1%
7.473003333	1	< 0.1%
7.336035185	1	< 0.1%

DISCOUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	19664
Distinct (%)	20.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6456299781

Minimum	0
Maximum	58.3
Zeros	24642
Zeros (%)	25.6%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.147826087
Q3	0.4611777778
95-th percentile	2.894677778
Maximum	58.3
Range	58.3
Interquartile range (IQR)	0.4611777778

Descriptive statistics

Standard deviation	1.968071916
Coefficient of variation (CV)	3.048296986
Kurtosis	117.0927077
Mean	0.6456299781
Median Absolute Deviation (MAD)	0.147826087
Skewness	8.743175515
Sum	62172.87563
Variance	3.873307068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24642	25.6%
0.5	1952	2.0%
1	1708	1.8%
0.25	900	0.9%
0.3333333333	860	0.9%
0.2	634	0.7%
0.1666666667	548	0.6%
0.2	489	0.5%
0.2	464	0.5%
0.1	437	0.5%
Other values (19654)	63664	66.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24642	25.6%
1 × 10^-5	1	< 0.1%
2.5 × 10^-5	1	< 0.1%
9.333333333 × 10^-5	1	< 0.1%
9.411764706 × 10^-5	1	< 0.1%
0.0001034482759	1	< 0.1%
0.0001071428571	1	< 0.1%
0.0001666666667	1	< 0.1%
0.0002	3	< 0.1%
0.0002068965517	1	< 0.1%

Value	Count	Frequency (%)
58.3	1	< 0.1%
54.9	1	< 0.1%
49	1	< 0.1%
48.4	1	< 0.1%
47.2	1	< 0.1%
46.3	1	< 0.1%
45.6	2	< 0.1%
43.8	1	< 0.1%
41	1	< 0.1%
40.6	1	< 0.1%

DEPOSIT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	6805
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8393325137

Minimum	0
Maximum	75
Zeros	37
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0.01785714286
Q1	0.08333333333
median	0.25
Q3	0.5588235294
95-th percentile	3.5
Maximum	75
Range	75
Interquartile range (IQR)	0.4754901961

Descriptive statistics

Standard deviation	2.320383309
Coefficient of variation (CV)	2.764557873
Kurtosis	97.68141904
Mean	0.8393325137
Median Absolute Deviation (MAD)	0.1875
Skewness	7.813951935
Sum	80826.0424
Variance	5.3841787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.25	8594	8.9%
0.125	5960	6.2%
0.5	3913	4.1%
0.08333333333	3507	3.6%
0.0625	2347	2.4%
1	2048	2.1%
0.1666666667	1809	1.9%
0.05	1759	1.8%
0.04166666667	1363	1.4%
0.3333333333	1328	1.4%
Other values (6795)	63670	66.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37	< 0.1%
0.008333333333	761	0.8%
0.008620689655	370	0.4%
0.008928571429	291	0.3%
0.009107142857	1	< 0.1%
0.009259259259	236	0.2%
0.009615384615	230	0.2%
0.01	195	0.2%
0.01016666667	1	< 0.1%
0.01041666667	187	0.2%

Value	Count	Frequency (%)
75	2	< 0.1%
65.86766667	1	< 0.1%
50	2	< 0.1%
50	5	< 0.1%
42.30769231	1	< 0.1%
41.41666667	1	< 0.1%
40	1	< 0.1%
38.5	1	< 0.1%
37.66666667	1	< 0.1%
37.5	2	< 0.1%

DEPOSIT_NUMBER
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	1918
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04935366097

Minimum	0
Maximum	0.9
Zeros	37
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0.004545454545
Q1	0.01666666667
median	0.03333333333
Q3	0.06666666667
95-th percentile	0.1266666667
Maximum	0.9
Range	0.9
Interquartile range (IQR)	0.05

Descriptive statistics

Standard deviation	0.04799394402
Coefficient of variation (CV)	0.972449522
Kurtosis	16.76146864
Mean	0.04935366097
Median Absolute Deviation (MAD)	0.02
Skewness	2.779018716
Sum	4752.658844
Variance	0.002303418662
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	10775	11.2%
0.05	8944	9.3%
0.03333333333	6194	6.4%
0.025	4132	4.3%
0.02	3464	3.6%
0.01666666667	2708	2.8%
0.01428571429	1967	2.0%
0.06666666667	1537	1.6%
0.0125	1436	1.5%
0.003333333333	1350	1.4%
Other values (1908)	53791	55.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37	< 0.1%
0.003333333333	1350	1.4%
0.003448275862	692	0.7%
0.003571428571	509	0.5%
0.003703703704	433	0.4%
0.003846153846	422	0.4%
0.004	368	0.4%
0.004166666667	343	0.4%
0.004347826087	331	0.3%
0.004545454545	346	0.4%

Value	Count	Frequency (%)
0.9	2	< 0.1%
0.8666666667	1	< 0.1%
0.85	1	< 0.1%
0.75	1	< 0.1%
0.65	2	< 0.1%
0.65	1	< 0.1%
0.6166666667	1	< 0.1%
0.6	9	< 0.1%
0.5722222222	1	< 0.1%
0.55	6	< 0.1%

DEPOSIT_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	603
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2986342721

Minimum	0
Maximum	25
Zeros	42
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0.008928571429
Q1	0.02272727273
median	0.0625
Q3	0.2272727273
95-th percentile	1
Maximum	25
Range	25
Interquartile range (IQR)	0.2045454545

Descriptive statistics

Standard deviation	1.058917248
Coefficient of variation (CV)	3.545866455
Kurtosis	195.4243226
Mean	0.2986342721
Median Absolute Deviation (MAD)	0.04861111111
Skewness	11.50002826
Sum	28757.88313
Variance	1.121305738
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.25	8165	8.5%
0.125	6565	6.8%
0.08333333333	4644	4.8%
0.5	3568	3.7%
0.0625	3413	3.5%
0.008333333333	2942	3.1%
0.05	2779	2.9%
0.01666666667	2639	2.7%
0.03571428571	2479	2.6%
0.03333333333	2420	2.5%
Other values (593)	56684	58.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42	< 0.1%
0.008333333333	2942	3.1%
0.0085	1	< 0.1%
0.008620689655	1362	1.4%
0.008928571429	1099	1.1%
0.008965517241	1	< 0.1%
0.009107142857	1	< 0.1%
0.009259259259	858	0.9%
0.009615384615	865	0.9%
0.009821428571	2	< 0.1%

Value	Count	Frequency (%)
25	48	< 0.1%
20	9	< 0.1%
17.5	1	< 0.1%
17	1	< 0.1%
15	7	< 0.1%
12.5	38	< 0.1%
12.5	1	< 0.1%
11.25	4	< 0.1%
10	17	< 0.1%
10	273	0.3%

WITHDRAW
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	2955
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04601148219

Minimum	0
Maximum	31.54136
Zeros	87477
Zeros (%)	90.8%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.1
Maximum	31.54136
Range	31.54136
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3742733213
Coefficient of variation (CV)	8.134346113
Kurtosis	999.9790806
Mean	0.04601148219
Median Absolute Deviation (MAD)	0
Skewness	22.97651183
Sum	4430.813712
Variance	0.140080519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	87477	90.8%
0.01333333333	245	0.3%
0.03333333333	170	0.2%
0.06666666667	162	0.2%
0.01379310345	100	0.1%
0.02666666667	84	0.1%
0.1333333333	81	0.1%
0.04	80	0.1%
0.2	77	0.1%
0.04666666667	76	0.1%
Other values (2945)	7746	8.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	87477	90.8%
0.006847272727	1	< 0.1%
0.01028666667	1	< 0.1%
0.01333333333	245	0.3%
0.0134	1	< 0.1%
0.01366666667	2	< 0.1%
0.01379310345	100	0.1%
0.01386206897	1	< 0.1%
0.01393103448	1	< 0.1%
0.014	3	< 0.1%

Value	Count	Frequency (%)
31.54136	1	< 0.1%
20.75555556	1	< 0.1%
17.17110667	1	< 0.1%
16.04133333	1	< 0.1%
15.33777333	1	< 0.1%
14.998348	1	< 0.1%
13.954	1	< 0.1%
13.35466667	1	< 0.1%
13.06	1	< 0.1%
12.45510667	1	< 0.1%

WITHDRAW_NUMBER
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	248
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001048832009

Minimum	0
Maximum	0.1266666667
Zeros	87477
Zeros (%)	90.8%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.007142857143
Maximum	0.1266666667
Range	0.1266666667
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.004570944472
Coefficient of variation (CV)	4.358128312
Kurtosis	86.24949972
Mean	0.001048832009
Median Absolute Deviation (MAD)	0
Skewness	7.49616535
Sum	101.0004248
Variance	2.089353337 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	87477	90.8%
0.003333333333	889	0.9%
0.006666666667	592	0.6%
0.003448275862	353	0.4%
0.01	309	0.3%
0.01666666667	308	0.3%
0.02	275	0.3%
0.003571428571	258	0.3%
0.007142857143	239	0.2%
0.01428571429	222	0.2%
Other values (238)	5376	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	87477	90.8%
0.003333333333	889	0.9%
0.003448275862	353	0.4%
0.003571428571	258	0.3%
0.003703703704	218	0.2%
0.003846153846	198	0.2%
0.004	157	0.2%
0.004166666667	138	0.1%
0.004347826087	122	0.1%
0.004545454545	125	0.1%

Value	Count	Frequency (%)
0.1266666667	1	< 0.1%
0.1233333333	1	< 0.1%
0.1222222222	1	< 0.1%
0.1166666667	1	< 0.1%
0.1111111111	1	< 0.1%
0.09666666667	1	< 0.1%
0.0962962963	1	< 0.1%
0.09	1	< 0.1%
0.08333333333	1	< 0.1%
0.08333333333	1	< 0.1%

DEPOSIT_TRAILS
Real number (ℝ_≥0)

ZEROS

Distinct	8374
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1532384544

Minimum	0
Maximum	48.912
Zeros	32090
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.025
Q3	0.1136363636
95-th percentile	0.6423076923
Maximum	48.912
Range	48.912
Interquartile range (IQR)	0.1136363636

Descriptive statistics

Standard deviation	0.54000244
Coefficient of variation (CV)	3.523935569
Kurtosis	953.5366645
Mean	0.1532384544
Median Absolute Deviation (MAD)	0.025
Skewness	19.51286685
Sum	14756.55668
Variance	0.2916026352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32090	33.3%
0.5	812	0.8%
0.25	784	0.8%
0.05	734	0.8%
0.05	727	0.8%
0.025	631	0.7%
0.1	601	0.6%
0.1	555	0.6%
0.2	542	0.6%
0.1666666667	539	0.6%
Other values (8364)	58283	60.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32090	33.3%
0.001666666667	130	0.1%
0.001724137931	67	0.1%
0.001785714286	56	0.1%
0.001851851852	49	0.1%
0.001923076923	51	0.1%
0.001961538462	1	< 0.1%
0.002	30	< 0.1%
0.002083333333	39	< 0.1%
0.002173913043	37	< 0.1%

Value	Count	Frequency (%)
48.912	1	< 0.1%
24.90333333	1	< 0.1%
20.2	1	< 0.1%
18.88	1	< 0.1%
18	1	< 0.1%
16.9375	1	< 0.1%
16.625	1	< 0.1%
16.05	1	< 0.1%
16	1	< 0.1%
15	3	< 0.1%

ENTRY_NUMBER
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	28340
Distinct (%)	29.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.900724588

Minimum	0
Maximum	60.16666667
Zeros	3127
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	0.4541666667
median	1
Q3	2.207407407
95-th percentile	6.948534483
Maximum	60.16666667
Range	60.16666667
Interquartile range (IQR)	1.753240741

Descriptive statistics

Standard deviation	2.614192436
Coefficient of variation (CV)	1.375366243
Kurtosis	22.32103616
Mean	1.900724588
Median Absolute Deviation (MAD)	0.6833333333
Skewness	3.650419797
Sum	183035.9764
Variance	6.834002092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3127	3.2%
0.1	1533	1.6%
0.2	1335	1.4%
0.5	1129	1.2%
0.3	1085	1.1%
0.6	950	1.0%
0.4	923	1.0%
0.7	646	0.7%
1	598	0.6%
0.9	598	0.6%
Other values (28330)	84374	87.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3127	3.2%
0.003448275862	1	< 0.1%
0.004545454545	2	< 0.1%
0.005882352941	1	< 0.1%
0.006666666667	1	< 0.1%
0.008333333333	2	< 0.1%
0.009090909091	2	< 0.1%
0.01	1	< 0.1%
0.01052631579	2	< 0.1%
0.01111111111	4	< 0.1%

Value	Count	Frequency (%)
60.16666667	1	< 0.1%
47.64	1	< 0.1%
41.8	1	< 0.1%
40.56	1	< 0.1%
39	1	< 0.1%
38.45	1	< 0.1%
37.73333333	1	< 0.1%
36.24444444	1	< 0.1%
35.375	1	< 0.1%
34.6875	1	< 0.1%

WINNINGS_NUMBER
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	15141
Distinct (%)	15.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6208757527

Minimum	0
Maximum	19.1
Zeros	9585
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1115384615
median	0.316
Q3	0.7333333333
95-th percentile	2.283333333
Maximum	19.1
Range	19.1
Interquartile range (IQR)	0.6217948718

Descriptive statistics

Standard deviation	0.9420872103
Coefficient of variation (CV)	1.517352234
Kurtosis	30.78910331
Mean	0.6208757527
Median Absolute Deviation (MAD)	0.2493333333
Skewness	4.319497445
Sum	59789.09324
Variance	0.8875283119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9585	10.0%
0.1	2447	2.5%
0.2	1704	1.8%
0.3	1470	1.5%
0.05	1348	1.4%
0.4	952	1.0%
0.25	870	0.9%
0.5	850	0.9%
0.15	767	0.8%
0.6	673	0.7%
Other values (15131)	75632	78.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9585	10.0%
0.003333333333	6	< 0.1%
0.003448275862	5	< 0.1%
0.003571428571	5	< 0.1%
0.003703703704	7	< 0.1%
0.003846153846	5	< 0.1%
0.004	3	< 0.1%
0.004166666667	9	< 0.1%
0.004347826087	11	< 0.1%
0.004545454545	6	< 0.1%

Value	Count	Frequency (%)
19.1	1	< 0.1%
17.1	2	< 0.1%
15.2	1	< 0.1%
15.15	1	< 0.1%
14.51	1	< 0.1%
14.26666667	1	< 0.1%
14.15	1	< 0.1%
13.44285714	1	< 0.1%
13.20333333	1	< 0.1%
13.1	1	< 0.1%

PRACTICE_ENTRY
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	6797
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2243730009

Minimum	0
Maximum	171.5043033
Zeros	86672
Zeros (%)	90.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.2560200128
Maximum	171.5043033
Range	171.5043033
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.445180498
Coefficient of variation (CV)	10.89783748
Kurtosis	930.8058975
Mean	0.2243730009
Median Absolute Deviation (MAD)	0
Skewness	25.20468873
Sum	21606.67124
Variance	5.978907668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86672	90.0%
0.25	121	0.1%
0.08333333333	85	0.1%
0.125	85	0.1%
0.008333333333	70	0.1%
0.0625	60	0.1%
0.5	59	0.1%
0.01666666667	57	0.1%
0.05	50	0.1%
0.008620689655	46	< 0.1%
Other values (6787)	8993	9.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	86672	90.0%
0.0001692307692	1	< 0.1%
0.00022	1	< 0.1%
0.0002357142857	1	< 0.1%
0.0002933333333	1	< 0.1%
0.0003448275862	1	< 0.1%
0.000352	1	< 0.1%
0.0003666666667	1	< 0.1%
0.0003793103448	1	< 0.1%
0.0003846153846	1	< 0.1%

Value	Count	Frequency (%)
171.5043033	1	< 0.1%
141.0583333	1	< 0.1%
112.6428571	1	< 0.1%
109.6740977	1	< 0.1%
105.672555	1	< 0.1%
102.1088867	1	< 0.1%
101.9216733	1	< 0.1%
97.94258951	1	< 0.1%
92.68293333	1	< 0.1%
92.00940741	1	< 0.1%

PRACTICE_WINNINGS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	5280
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1754707622

Minimum	0
Maximum	165.5908288
Zeros	88830
Zeros (%)	92.2%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.1252559216
Maximum	165.5908288
Range	165.5908288
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.099158808
Coefficient of variation (CV)	11.96301186
Kurtosis	1202.239488
Mean	0.1754707622
Median Absolute Deviation (MAD)	0
Skewness	28.30539502
Sum	16897.48346
Variance	4.406467702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	88830	92.2%
0.22	60	0.1%
0.44	56	0.1%
0.01466666667	52	0.1%
0.1466666667	51	0.1%
0.044	49	0.1%
0.11	47	< 0.1%
0.022	39	< 0.1%
0.088	38	< 0.1%
0.07333333333	32	< 0.1%
Other values (5270)	7044	7.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	88830	92.2%
0.0003034482759	2	< 0.1%
0.0003142857143	1	< 0.1%
0.0003384615385	3	< 0.1%
0.0003826086957	1	< 0.1%
0.00044	1	< 0.1%
0.0004714285714	1	< 0.1%
0.00055	1	< 0.1%
0.0005866666667	2	< 0.1%
0.000704	2	< 0.1%

Value	Count	Frequency (%)
165.5908288	1	< 0.1%
131.0173333	1	< 0.1%
111.8228571	1	< 0.1%
99.47904944	1	< 0.1%
96.92841567	1	< 0.1%
94.18334828	1	< 0.1%
90.62111093	1	< 0.1%
81.05295	1	< 0.1%
80.28645783	1	< 0.1%
79.33549333	1	< 0.1%

PRACTICE_ENTRY_NUMBER
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2484
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03108396993

Minimum	0
Maximum	12.61333333
Zeros	86672
Zeros (%)	90.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.07
Maximum	12.61333333
Range	12.61333333
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2447859698
Coefficient of variation (CV)	7.874990559
Kurtosis	466.2289863
Mean	0.03108396993
Median Absolute Deviation (MAD)	0
Skewness	17.77948968
Sum	2993.324137
Variance	0.05992017099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86672	90.0%
0.1	239	0.2%
0.05	211	0.2%
0.03333333333	193	0.2%
0.003333333333	169	0.2%
0.01666666667	148	0.2%
0.02	143	0.1%
0.025	129	0.1%
0.006666666667	122	0.1%
0.2	120	0.1%
Other values (2474)	8152	8.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	86672	90.0%
0.003333333333	169	0.2%
0.003448275862	96	0.1%
0.003571428571	71	0.1%
0.003703703704	58	0.1%
0.003846153846	59	0.1%
0.004	57	0.1%
0.004166666667	47	< 0.1%
0.004347826087	46	< 0.1%
0.004545454545	43	< 0.1%

Value	Count	Frequency (%)
12.61333333	1	< 0.1%
11.572	1	< 0.1%
9.666666667	1	< 0.1%
8.775	1	< 0.1%
8.733333333	1	< 0.1%
8.6	1	< 0.1%
8.366666667	1	< 0.1%
8.317241379	1	< 0.1%
8.186206897	1	< 0.1%
7.606666667	1	< 0.1%

PRACTICE_WINNINGS_NUMBER
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	1744
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01261088529

Minimum	0
Maximum	6.568
Zeros	88830
Zeros (%)	92.2%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.024
Maximum	6.568
Range	6.568
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1059958064
Coefficient of variation (CV)	8.405104321
Kurtosis	654.6647885
Mean	0.01261088529
Median Absolute Deviation (MAD)	0
Skewness	20.13494762
Sum	1214.403031
Variance	0.01123511098
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	88830	92.2%
0.03333333333	192	0.2%
0.1	185	0.2%
0.05	180	0.2%
0.003333333333	151	0.2%
0.02	142	0.1%
0.01666666667	132	0.1%
0.006666666667	121	0.1%
0.025	117	0.1%
0.06666666667	105	0.1%
Other values (1734)	6143	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	88830	92.2%
0.003333333333	151	0.2%
0.003448275862	92	0.1%
0.003571428571	60	0.1%
0.003703703704	46	< 0.1%
0.003846153846	51	0.1%
0.004	42	< 0.1%
0.004166666667	43	< 0.1%
0.004347826087	40	< 0.1%
0.004545454545	33	< 0.1%

Value	Count	Frequency (%)
6.568	1	< 0.1%
6.426666667	1	< 0.1%
4.925	1	< 0.1%
4.24	1	< 0.1%
4.025925926	1	< 0.1%
3.851851852	1	< 0.1%
3.737037037	1	< 0.1%
3.553333333	1	< 0.1%
3.366666667	1	< 0.1%
3.066666667	1	< 0.1%

Y1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	83790
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.364037072

Minimum	2.604128227
Maximum	834.0631553
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	2.604128227
5-th percentile	3.961575323
Q1	3.984063745
median	4.018940073
Q3	4.332848275
95-th percentile	8.832545808
Maximum	834.0631553
Range	831.4590271
Interquartile range (IQR)	0.3487845303

Descriptive statistics

Standard deviation	8.439211114
Coefficient of variation (CV)	1.573294703
Kurtosis	1290.697179
Mean	5.364037072
Median Absolute Deviation (MAD)	0.04505951195
Skewness	23.77190203
Sum	516546.042
Variance	71.22028423
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.984063745	2033	2.1%
3.985657371	588	0.6%
3.979083665	244	0.3%
3.977290837	230	0.2%
3.974103586	227	0.2%
3.990039841	166	0.2%
3.985557769	130	0.1%
3.987051793	117	0.1%
3.977091633	107	0.1%
3.987250996	94	0.1%
Other values (83780)	92362	95.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.604128227	1	< 0.1%
3.418700034	1	< 0.1%
3.495511555	1	< 0.1%
3.531825431	1	< 0.1%
3.533229949	1	< 0.1%
3.549045818	1	< 0.1%
3.566956243	1	< 0.1%
3.613519523	1	< 0.1%
3.614840623	1	< 0.1%
3.61635621	1	< 0.1%

Value	Count	Frequency (%)
834.0631553	1	< 0.1%
398.3275438	1	< 0.1%
360.6937533	1	< 0.1%
310.416273	1	< 0.1%
306.7736696	1	< 0.1%
299.889436	1	< 0.1%
295.4324678	1	< 0.1%
269.5969721	1	< 0.1%
265.557806	1	< 0.1%
263.7940099	1	< 0.1%

Y2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1343
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	114.9806949

Minimum	0
Maximum	1000
Zeros	2618
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	2.739726027
Q1	8.219178082
median	27.39726027
Q3	131.5068493
95-th percentile	558.9041096
Maximum	1000
Range	1000
Interquartile range (IQR)	123.2876712

Descriptive statistics

Standard deviation	185.2854953
Coefficient of variation (CV)	1.611448734
Kurtosis	5.040546728
Mean	114.9806949
Median Absolute Deviation (MAD)	24.65753425
Skewness	2.297280738
Sum	11072410.96
Variance	34330.71475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.479452055	9313	9.7%
2.739726027	8626	9.0%
8.219178082	6162	6.4%
10.95890411	5227	5.4%
0	2618	2.7%
16.43835616	2414	2.5%
21.91780822	2202	2.3%
13.69863014	1930	2.0%
19.17808219	1783	1.9%
24.65753425	1504	1.6%
Other values (1333)	54519	56.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2618	2.7%
2.739726027	8626	9.0%
2.739726027	4	< 0.1%
2.739726027	6	< 0.1%
2.739726027	4	< 0.1%
5.479452055	9313	9.7%
5.479452055	15	< 0.1%
5.479452055	5	< 0.1%
5.479452055	9	< 0.1%
8.219178082	62	0.1%

Value	Count	Frequency (%)
1000	23	< 0.1%
997.260274	6	< 0.1%
994.5205479	9	< 0.1%
991.7808219	6	< 0.1%
989.0410959	9	< 0.1%
986.3013699	11	< 0.1%
983.5616438	6	< 0.1%
980.8219178	2	< 0.1%
980.8219178	8	< 0.1%
978.0821918	9	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	SEQUENCE_NO	STATUS_CHECK	CATEGORY_1	CATEGORY_2	ACTIVE_YN	ENTRY	REVENUE	WINNINGS_1	WINNINGS_2	DISCOUNT	DEPOSIT	DEPOSIT_NUMBER	DEPOSIT_2	WITHDRAW	WITHDRAW_NUMBER	DEPOSIT_TRAILS	ENTRY_NUMBER	WINNINGS_NUMBER	Y1	Y2
0	4.0	0	M	B	1.000000	0.112236	0.008682	0.052929	0.000	0.000000	0.035714	0.014286	0.035714	0.000000	0.000000	0.000000	0.928571	0.442857	4.449287	101.369863
1	10.0	1	M	I	0.947368	30.285742	3.733455	25.120618	0.000	1.163158	10.263158	0.052632	0.526316	1.357895	0.010526	0.684211	0.700000	0.247368	7.182779	115.068493
2	9.5	0	M	D	1.000000	0.083720	0.007540	0.052828	0.000	0.033333	0.013889	0.005556	0.013889	0.000000	0.000000	0.027778	1.311111	0.305556	3.977371	24.657534
3	3.0	0	M	E	1.000000	0.777000	0.122220	0.017000	0.000	0.240000	0.700000	0.040000	0.200000	0.000000	0.000000	0.540000	0.900000	0.040000	3.988122	10.958904
4	1.0	0	M	I	1.000000	0.500000	0.080000	0.000000	0.000	0.000000	0.500000	0.100000	0.500000	0.000000	0.000000	0.000000	0.200000	0.000000	4.128875	46.575342
5	1.0	0	M	I	1.000000	0.000000	0.000000	0.000000	0.000	0.000000	0.500000	0.100000	0.500000	0.000000	0.000000	0.000000	0.000000	0.000000	3.984064	0.000000
6	15.0	1	M	I	1.000000	7.182226	1.069178	5.382178	0.000	0.643448	2.189655	0.096552	0.034483	0.172414	0.006897	0.062069	2.155172	0.755172	8.590365	597.260274
7	13.0	1	M	I	1.000000	32.488277	2.859744	22.703676	0.000	1.641488	6.000000	0.036000	0.040000	0.000000	0.000000	0.912000	4.020000	1.060000	6.423678	63.013699
8	1.0	0	M	D	1.000000	0.550000	0.080625	0.340000	0.000	0.000000	0.250000	0.100000	0.250000	0.000000	0.000000	0.000000	2.200000	0.800000	3.987276	2.739726
9	5.5	0	M	I	1.000000	1.607852	0.254397	1.156955	0.015	0.204000	0.400000	0.070000	0.100000	0.000000	0.000000	0.050000	1.680000	0.700000	4.345791	205.479452

Last rows

	SEQUENCE_NO	STATUS_CHECK	CATEGORY_1	CATEGORY_2	ACTIVE_YN	ENTRY	REVENUE	WINNINGS_1	WINNINGS_2	DISCOUNT	DEPOSIT	DEPOSIT_NUMBER	DEPOSIT_2	WITHDRAW	WITHDRAW_NUMBER	DEPOSIT_TRAILS	ENTRY_NUMBER	WINNINGS_NUMBER	PRACTICE_ENTRY	PRACTICE_ENTRY_NUMBER	Y1	Y2
96288	5.5	0	B	B	1.0	57.904836	5.145846	45.666585	0.000000	2.000000	5.670000	0.150000	0.500000	0.000000	0.000000	2.850000	20.270000	3.930000	0.000000	0.000000	5.834999	27.397260
96289	15.5	1	B	D	1.0	0.810678	0.120617	0.603390	0.020833	0.433333	0.216667	0.010000	0.166667	0.046667	0.006667	0.156667	0.703333	0.153333	0.000000	0.000000	4.158875	131.506849
96290	14.5	1	K	I	1.0	6.464361	0.975798	3.883352	0.048516	1.028571	2.448214	0.135714	0.178571	0.050000	0.003571	0.041071	1.567857	0.467857	0.000000	0.000000	23.593541	605.479452
96291	12.5	1	K	I	1.0	0.731458	0.076893	0.268721	0.266950	0.340000	0.416667	0.016667	0.104167	0.000000	0.000000	0.000000	0.120833	0.037500	0.000000	0.000000	4.459694	189.041096
96292	3.0	0	B	I	1.0	0.100000	0.015000	0.000000	0.000000	0.000000	0.100000	0.020000	0.100000	0.000000	0.000000	0.000000	0.040000	0.000000	0.000000	0.000000	3.985060	2.739726
96293	2.5	0	B	B	1.0	12.689407	1.655539	7.196875	0.000000	9.300000	2.875000	0.125000	1.875000	0.000000	0.000000	0.000000	2.875000	0.725000	0.000000	0.000000	3.876182	10.958904
96294	5.0	0	C	I	1.0	38.264003	4.534993	31.702444	0.000000	1.044444	4.055556	0.122222	0.111111	0.000000	0.000000	1.055556	11.811111	3.188889	0.033333	0.011111	5.516531	24.657534
96295	15.5	0	B	I	1.0	0.998121	0.133820	0.650847	0.280823	0.040000	0.325000	0.053333	0.008333	0.000000	0.000000	0.003333	1.096667	0.243333	0.000000	0.000000	5.268355	449.315068
96296	15.5	0	B	D	1.0	0.440833	0.066292	0.439210	0.014167	0.013333	0.008333	0.003333	0.008333	0.000000	0.000000	0.000000	0.953333	0.436667	0.000000	0.000000	4.086504	156.164384
96297	2.5	0	B	D	1.0	0.185418	0.022401	0.055275	0.000000	0.000000	0.125000	0.025000	0.125000	0.000000	0.000000	0.000000	0.750000	0.075000	0.000000	0.000000	3.959112	43.835616

Most frequently occurring

	SEQUENCE_NO	CATEGORY_1	CATEGORY_2	ACTIVE_YN	ENTRY	REVENUE	DEPOSIT	DEPOSIT_NUMBER	DEPOSIT_2	ENTRY_NUMBER	Y1	Y2	# duplicates
133	1.0	B	I	1.0	0.25	0.04	0.25	0.1	0.25	0.1	3.985657	2.739726	101
95	1.0	B	I	1.0	0.00	0.00	0.25	0.1	0.25	0.0	3.984064	0.000000	100
102	1.0	B	I	1.0	0.00	0.00	0.50	0.1	0.50	0.0	3.984064	0.000000	62
277	1.0	K	I	1.0	0.00	0.00	0.25	0.1	0.25	0.0	3.984064	0.000000	57
170	1.0	B	I	1.0	1.00	0.15	1.00	0.1	1.00	0.1	3.990040	2.739726	53
135	1.0	B	I	1.0	0.25	0.04	0.25	0.1	0.25	0.2	3.985657	2.739726	49
108	1.0	B	I	1.0	0.00	0.00	1.00	0.1	1.00	0.0	3.984064	0.000000	47
59	1.0	B	D	1.0	0.00	0.00	0.25	0.1	0.25	0.0	3.984064	0.000000	40
36	1.0	B	B	1.0	0.00	0.00	0.25	0.1	0.25	0.0	3.984064	0.000000	31
283	1.0	K	I	1.0	0.00	0.00	0.50	0.1	0.50	0.0	3.984064	0.000000	29

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring